Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 19583 |
| Missing cells | 4240 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.1 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 10 |
| Boolean | 1 |
default is highly imbalanced (53.1%) | Imbalance |
loan is highly imbalanced (51.1%) | Imbalance |
poutcome is highly imbalanced (55.9%) | Imbalance |
age has 211 (1.1%) missing values | Missing |
job has 236 (1.2%) missing values | Missing |
marital has 212 (1.1%) missing values | Missing |
education has 220 (1.1%) missing values | Missing |
default has 200 (1.0%) missing values | Missing |
loan has 240 (1.2%) missing values | Missing |
contact has 206 (1.1%) missing values | Missing |
month has 212 (1.1%) missing values | Missing |
day_of_week has 212 (1.1%) missing values | Missing |
campaign has 213 (1.1%) missing values | Missing |
pdays has 237 (1.2%) missing values | Missing |
poutcome has 231 (1.2%) missing values | Missing |
emp.var.rate has 205 (1.0%) missing values | Missing |
cons.conf.idx has 212 (1.1%) missing values | Missing |
euribor3m has 210 (1.1%) missing values | Missing |
nr.employed has 241 (1.2%) missing values | Missing |
previous has 16665 (85.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-03 17:53:14.836057 |
|---|---|
| Analysis finished | 2024-03-03 17:53:41.102859 |
| Duration | 26.27 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
age
Real number (ℝ)
MISSING
| Distinct | 76 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 211 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.075573 |
| Minimum | 17 |
|---|---|
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 306.0 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 95 |
| Range | 78 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.380931 |
|---|---|
| Coefficient of variation (CV) | 0.25903389 |
| Kurtosis | 0.71465246 |
| Mean | 40.075573 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.76771163 |
| Sum | 776344 |
| Variance | 107.76374 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 923 | 4.7% |
| 32 | 873 | 4.5% |
| 36 | 852 | 4.4% |
| 33 | 845 | 4.3% |
| 35 | 822 | 4.2% |
| 34 | 802 | 4.1% |
| 30 | 778 | 4.0% |
| 37 | 725 | 3.7% |
| 39 | 667 | 3.4% |
| 29 | 665 | 3.4% |
| Other values (66) | 11420 |
| Value | Count | Frequency (%) |
| 17 | 2 | < 0.1% |
| 18 | 10 | 0.1% |
| 19 | 20 | 0.1% |
| 20 | 32 | 0.2% |
| 21 | 39 | 0.2% |
| 22 | 68 | 0.3% |
| 23 | 103 | 0.5% |
| 24 | 210 | |
| 25 | 269 | |
| 26 | 334 |
| Value | Count | Frequency (%) |
| 95 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
| 92 | 1 | < 0.1% |
| 91 | 2 | < 0.1% |
| 89 | 2 | < 0.1% |
| 88 | 8 | |
| 87 | 1 | < 0.1% |
| 85 | 3 | < 0.1% |
| 84 | 4 | |
| 83 | 7 |
job
Categorical
MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 236 |
| Missing (%) | 1.2% |
| Memory size | 306.0 KiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.9558588 |
| Min length | 6 |
Characters and Unicode
| Total characters | 173269 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | entrepreneur |
|---|---|
| 2nd row | technician |
| 3rd row | admin. |
| 4th row | technician |
| 5th row | student |
Common Values
| Value | Count | Frequency (%) |
| admin. | 4877 | |
| blue-collar | 4364 | |
| technician | 3125 | |
| services | 1856 | 9.5% |
| management | 1395 | 7.1% |
| retired | 828 | 4.2% |
| entrepreneur | 674 | 3.4% |
| self-employed | 665 | 3.4% |
| housemaid | 503 | 2.6% |
| unemployed | 493 | 2.5% |
| Other values (2) | 567 | 2.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| admin | 4877 | |
| blue-collar | 4364 | |
| technician | 3125 | |
| services | 1856 | 9.6% |
| management | 1395 | 7.2% |
| retired | 828 | 4.3% |
| entrepreneur | 674 | 3.5% |
| self-employed | 665 | 3.4% |
| housemaid | 503 | 2.6% |
| unemployed | 493 | 2.5% |
| Other values (2) | 567 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 22229 | |
| n | 16655 | 9.6% |
| a | 15659 | 9.0% |
| l | 14915 | 8.6% |
| i | 14314 | 8.3% |
| c | 12470 | 7.2% |
| r | 9898 | 5.7% |
| m | 9328 | 5.4% |
| d | 7768 | 4.5% |
| t | 6826 | 3.9% |
| Other values (14) | 43207 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 163363 | |
| Dash Punctuation | 5029 | 2.9% |
| Other Punctuation | 4877 | 2.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 22229 | |
| n | 16655 | |
| a | 15659 | |
| l | 14915 | |
| i | 14314 | |
| c | 12470 | 7.6% |
| r | 9898 | 6.1% |
| m | 9328 | 5.7% |
| d | 7768 | 4.8% |
| t | 6826 | 4.2% |
| Other values (12) | 33301 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 5029 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4877 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 163363 | |
| Common | 9906 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 22229 | |
| n | 16655 | |
| a | 15659 | |
| l | 14915 | |
| i | 14314 | |
| c | 12470 | 7.6% |
| r | 9898 | 6.1% |
| m | 9328 | 5.7% |
| d | 7768 | 4.8% |
| t | 6826 | 4.2% |
| Other values (12) | 33301 |
Common
| Value | Count | Frequency (%) |
| - | 5029 | |
| . | 4877 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 173269 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 22229 | |
| n | 16655 | 9.6% |
| a | 15659 | 9.0% |
| l | 14915 | 8.6% |
| i | 14314 | 8.3% |
| c | 12470 | 7.2% |
| r | 9898 | 5.7% |
| m | 9328 | 5.4% |
| d | 7768 | 4.5% |
| t | 6826 | 3.9% |
| Other values (14) | 43207 |
marital
Categorical
MISSING
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 212 |
| Missing (%) | 1.1% |
| Memory size | 306.0 KiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 45 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.83434 |
| Min length | 6 |
Characters and Unicode
| Total characters | 132388 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | single |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | single |
| 5th row | single |
Common Values
| Value | Count | Frequency (%) |
| married | 11739 | |
| single | 5398 | |
| divorced | 2189 | 11.2% |
| unknown | 45 | 0.2% |
| (Missing) | 212 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 11739 | |
| single | 5398 | |
| divorced | 2189 | 11.3% |
| unknown | 45 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 25667 | |
| i | 19326 | |
| e | 19326 | |
| d | 16117 | |
| m | 11739 | |
| a | 11739 | |
| n | 5533 | 4.2% |
| s | 5398 | 4.1% |
| g | 5398 | 4.1% |
| l | 5398 | 4.1% |
| Other values (6) | 6747 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 132388 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 25667 | |
| i | 19326 | |
| e | 19326 | |
| d | 16117 | |
| m | 11739 | |
| a | 11739 | |
| n | 5533 | 4.2% |
| s | 5398 | 4.1% |
| g | 5398 | 4.1% |
| l | 5398 | 4.1% |
| Other values (6) | 6747 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 132388 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 25667 | |
| i | 19326 | |
| e | 19326 | |
| d | 16117 | |
| m | 11739 | |
| a | 11739 | |
| n | 5533 | 4.2% |
| s | 5398 | 4.1% |
| g | 5398 | 4.1% |
| l | 5398 | 4.1% |
| Other values (6) | 6747 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 132388 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 25667 | |
| i | 19326 | |
| e | 19326 | |
| d | 16117 | |
| m | 11739 | |
| a | 11739 | |
| n | 5533 | 4.2% |
| s | 5398 | 4.1% |
| g | 5398 | 4.1% |
| l | 5398 | 4.1% |
| Other values (6) | 6747 | 5.1% |
education
Categorical
MISSING
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 220 |
| Missing (%) | 1.1% |
| Memory size | 306.0 KiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.68476 |
| Min length | 7 |
Characters and Unicode
| Total characters | 245615 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | basic.9y |
|---|---|
| 2nd row | professional.course |
| 3rd row | unknown |
| 4th row | professional.course |
| 5th row | unknown |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 5703 | |
| high.school | 4437 | |
| basic.9y | 2895 | |
| professional.course | 2443 | |
| basic.4y | 1948 | 9.9% |
| basic.6y | 1110 | 5.7% |
| unknown | 818 | 4.2% |
| illiterate | 9 | < 0.1% |
| (Missing) | 220 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| university.degree | 5703 | |
| high.school | 4437 | |
| basic.9y | 2895 | |
| professional.course | 2443 | |
| basic.4y | 1948 | 10.1% |
| basic.6y | 1110 | 5.7% |
| unknown | 818 | 4.2% |
| illiterate | 9 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 27716 | 11.3% |
| i | 24257 | 9.9% |
| s | 23422 | 9.5% |
| . | 18536 | 7.5% |
| o | 17021 | 6.9% |
| r | 16301 | 6.6% |
| h | 13311 | 5.4% |
| c | 12833 | 5.2% |
| y | 11656 | 4.7% |
| n | 10600 | 4.3% |
| Other values (15) | 69962 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 221126 | |
| Other Punctuation | 18536 | 7.5% |
| Decimal Number | 5953 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 27716 | |
| i | 24257 | |
| s | 23422 | |
| o | 17021 | 7.7% |
| r | 16301 | 7.4% |
| h | 13311 | 6.0% |
| c | 12833 | 5.8% |
| y | 11656 | 5.3% |
| n | 10600 | 4.8% |
| g | 10140 | 4.6% |
| Other values (11) | 53869 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 2895 | |
| 4 | 1948 | |
| 6 | 1110 | 18.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 18536 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 221126 | |
| Common | 24489 | 10.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 27716 | |
| i | 24257 | |
| s | 23422 | |
| o | 17021 | 7.7% |
| r | 16301 | 7.4% |
| h | 13311 | 6.0% |
| c | 12833 | 5.8% |
| y | 11656 | 5.3% |
| n | 10600 | 4.8% |
| g | 10140 | 4.6% |
| Other values (11) | 53869 |
Common
| Value | Count | Frequency (%) |
| . | 18536 | |
| 9 | 2895 | 11.8% |
| 4 | 1948 | 8.0% |
| 6 | 1110 | 4.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 245615 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 27716 | 11.3% |
| i | 24257 | 9.9% |
| s | 23422 | 9.5% |
| . | 18536 | 7.5% |
| o | 17021 | 6.9% |
| r | 16301 | 6.6% |
| h | 13311 | 5.4% |
| c | 12833 | 5.2% |
| y | 11656 | 4.7% |
| n | 10600 | 4.3% |
| Other values (15) | 69962 |
default
Categorical
IMBALANCE MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 200 |
| Missing (%) | 1.0% |
| Memory size | 306.0 KiB |
| no | |
|---|---|
| unknown | |
| yes | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 3.0510757 |
| Min length | 2 |
Characters and Unicode
| Total characters | 59139 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 15306 | |
| unknown | 4074 | 20.8% |
| yes | 3 | < 0.1% |
| (Missing) | 200 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 15306 | |
| unknown | 4074 | 21.0% |
| yes | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 27528 | |
| o | 19380 | |
| u | 4074 | 6.9% |
| k | 4074 | 6.9% |
| w | 4074 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 59139 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 27528 | |
| o | 19380 | |
| u | 4074 | 6.9% |
| k | 4074 | 6.9% |
| w | 4074 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 59139 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 27528 | |
| o | 19380 | |
| u | 4074 | 6.9% |
| k | 4074 | 6.9% |
| w | 4074 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 59139 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 27528 | |
| o | 19380 | |
| u | 4074 | 6.9% |
| k | 4074 | 6.9% |
| w | 4074 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
housing
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 188 |
| Missing (%) | 1.0% |
| Memory size | 306.0 KiB |
| yes | |
|---|---|
| no | |
| unknown | 477 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.6463522 |
| Min length | 2 |
Characters and Unicode
| Total characters | 51326 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | yes |
| 3rd row | yes |
| 4th row | yes |
| 5th row | yes |
Common Values
| Value | Count | Frequency (%) |
| yes | 10151 | |
| no | 8767 | |
| unknown | 477 | 2.4% |
| (Missing) | 188 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 10151 | |
| no | 8767 | |
| unknown | 477 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 10198 | |
| y | 10151 | |
| e | 10151 | |
| s | 10151 | |
| o | 9244 | |
| u | 477 | 0.9% |
| k | 477 | 0.9% |
| w | 477 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 51326 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 10198 | |
| y | 10151 | |
| e | 10151 | |
| s | 10151 | |
| o | 9244 | |
| u | 477 | 0.9% |
| k | 477 | 0.9% |
| w | 477 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 51326 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 10198 | |
| y | 10151 | |
| e | 10151 | |
| s | 10151 | |
| o | 9244 | |
| u | 477 | 0.9% |
| k | 477 | 0.9% |
| w | 477 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 51326 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 10198 | |
| y | 10151 | |
| e | 10151 | |
| s | 10151 | |
| o | 9244 | |
| u | 477 | 0.9% |
| k | 477 | 0.9% |
| w | 477 | 0.9% |
loan
Categorical
IMBALANCE MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 240 |
| Missing (%) | 1.2% |
| Memory size | 306.0 KiB |
| no | |
|---|---|
| yes | |
| unknown | 473 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.2747247 |
| Min length | 2 |
Characters and Unicode
| Total characters | 44000 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 15921 | |
| yes | 2949 | 15.1% |
| unknown | 473 | 2.4% |
| (Missing) | 240 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 15921 | |
| yes | 2949 | 15.2% |
| unknown | 473 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 17340 | |
| o | 16394 | |
| y | 2949 | 6.7% |
| e | 2949 | 6.7% |
| s | 2949 | 6.7% |
| u | 473 | 1.1% |
| k | 473 | 1.1% |
| w | 473 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 44000 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 17340 | |
| o | 16394 | |
| y | 2949 | 6.7% |
| e | 2949 | 6.7% |
| s | 2949 | 6.7% |
| u | 473 | 1.1% |
| k | 473 | 1.1% |
| w | 473 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 44000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 17340 | |
| o | 16394 | |
| y | 2949 | 6.7% |
| e | 2949 | 6.7% |
| s | 2949 | 6.7% |
| u | 473 | 1.1% |
| k | 473 | 1.1% |
| w | 473 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 17340 | |
| o | 16394 | |
| y | 2949 | 6.7% |
| e | 2949 | 6.7% |
| s | 2949 | 6.7% |
| u | 473 | 1.1% |
| k | 473 | 1.1% |
| w | 473 | 1.1% |
contact
Categorical
MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 206 |
| Missing (%) | 1.1% |
| Memory size | 306.0 KiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.3687361 |
| Min length | 8 |
Characters and Unicode
| Total characters | 162161 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | cellular |
|---|---|
| 2nd row | cellular |
| 3rd row | cellular |
| 4th row | telephone |
| 5th row | cellular |
Common Values
| Value | Count | Frequency (%) |
| cellular | 12232 | |
| telephone | 7145 | |
| (Missing) | 206 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 12232 | |
| telephone | 7145 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 43841 | |
| e | 33667 | |
| c | 12232 | 7.5% |
| u | 12232 | 7.5% |
| a | 12232 | 7.5% |
| r | 12232 | 7.5% |
| t | 7145 | 4.4% |
| p | 7145 | 4.4% |
| h | 7145 | 4.4% |
| o | 7145 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 162161 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 43841 | |
| e | 33667 | |
| c | 12232 | 7.5% |
| u | 12232 | 7.5% |
| a | 12232 | 7.5% |
| r | 12232 | 7.5% |
| t | 7145 | 4.4% |
| p | 7145 | 4.4% |
| h | 7145 | 4.4% |
| o | 7145 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 162161 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 43841 | |
| e | 33667 | |
| c | 12232 | 7.5% |
| u | 12232 | 7.5% |
| a | 12232 | 7.5% |
| r | 12232 | 7.5% |
| t | 7145 | 4.4% |
| p | 7145 | 4.4% |
| h | 7145 | 4.4% |
| o | 7145 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 162161 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 43841 | |
| e | 33667 | |
| c | 12232 | 7.5% |
| u | 12232 | 7.5% |
| a | 12232 | 7.5% |
| r | 12232 | 7.5% |
| t | 7145 | 4.4% |
| p | 7145 | 4.4% |
| h | 7145 | 4.4% |
| o | 7145 | 4.4% |
month
Categorical
MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 212 |
| Missing (%) | 1.1% |
| Memory size | 306.0 KiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 58113 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | jul |
|---|---|
| 2nd row | may |
| 3rd row | aug |
| 4th row | jun |
| 5th row | apr |
Common Values
| Value | Count | Frequency (%) |
| may | 6426 | |
| jul | 3358 | |
| aug | 2907 | |
| jun | 2514 | 12.8% |
| nov | 1903 | 9.7% |
| apr | 1288 | 6.6% |
| oct | 365 | 1.9% |
| sep | 258 | 1.3% |
| mar | 256 | 1.3% |
| dec | 96 | 0.5% |
| (Missing) | 212 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| may | 6426 | |
| jul | 3358 | |
| aug | 2907 | |
| jun | 2514 | 13.0% |
| nov | 1903 | 9.8% |
| apr | 1288 | 6.6% |
| oct | 365 | 1.9% |
| sep | 258 | 1.3% |
| mar | 256 | 1.3% |
| dec | 96 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 10877 | |
| u | 8779 | |
| m | 6682 | |
| y | 6426 | |
| j | 5872 | |
| n | 4417 | |
| l | 3358 | 5.8% |
| g | 2907 | 5.0% |
| o | 2268 | 3.9% |
| v | 1903 | 3.3% |
| Other values (7) | 4624 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 58113 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 10877 | |
| u | 8779 | |
| m | 6682 | |
| y | 6426 | |
| j | 5872 | |
| n | 4417 | |
| l | 3358 | 5.8% |
| g | 2907 | 5.0% |
| o | 2268 | 3.9% |
| v | 1903 | 3.3% |
| Other values (7) | 4624 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 58113 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 10877 | |
| u | 8779 | |
| m | 6682 | |
| y | 6426 | |
| j | 5872 | |
| n | 4417 | |
| l | 3358 | 5.8% |
| g | 2907 | 5.0% |
| o | 2268 | 3.9% |
| v | 1903 | 3.3% |
| Other values (7) | 4624 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58113 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 10877 | |
| u | 8779 | |
| m | 6682 | |
| y | 6426 | |
| j | 5872 | |
| n | 4417 | |
| l | 3358 | 5.8% |
| g | 2907 | 5.0% |
| o | 2268 | 3.9% |
| v | 1903 | 3.3% |
| Other values (7) | 4624 |
day_of_week
Categorical
MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 212 |
| Missing (%) | 1.1% |
| Memory size | 306.0 KiB |
| thu | |
|---|---|
| mon | |
| wed | |
| tue | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 58113 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | mon |
|---|---|
| 2nd row | tue |
| 3rd row | mon |
| 4th row | tue |
| 5th row | wed |
Common Values
| Value | Count | Frequency (%) |
| thu | 4058 | |
| mon | 4054 | |
| wed | 3814 | |
| tue | 3755 | |
| fri | 3690 | |
| (Missing) | 212 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| thu | 4058 | |
| mon | 4054 | |
| wed | 3814 | |
| tue | 3755 | |
| fri | 3690 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 7813 | |
| u | 7813 | |
| e | 7569 | |
| h | 4058 | |
| m | 4054 | |
| o | 4054 | |
| n | 4054 | |
| w | 3814 | |
| d | 3814 | |
| f | 3690 | |
| Other values (2) | 7380 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 58113 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 7813 | |
| u | 7813 | |
| e | 7569 | |
| h | 4058 | |
| m | 4054 | |
| o | 4054 | |
| n | 4054 | |
| w | 3814 | |
| d | 3814 | |
| f | 3690 | |
| Other values (2) | 7380 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 58113 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 7813 | |
| u | 7813 | |
| e | 7569 | |
| h | 4058 | |
| m | 4054 | |
| o | 4054 | |
| n | 4054 | |
| w | 3814 | |
| d | 3814 | |
| f | 3690 | |
| Other values (2) | 7380 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58113 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 7813 | |
| u | 7813 | |
| e | 7569 | |
| h | 4058 | |
| m | 4054 | |
| o | 4054 | |
| n | 4054 | |
| w | 3814 | |
| d | 3814 | |
| f | 3690 | |
| Other values (2) | 7380 |
campaign
Real number (ℝ)
MISSING
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 213 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6340733 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 306.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.8993147 |
|---|---|
| Coefficient of variation (CV) | 1.1006963 |
| Kurtosis | 37.354734 |
| Mean | 2.6340733 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.8066441 |
| Sum | 51022 |
| Variance | 8.4060257 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 1 | 8071 | |
| 2 | 4997 | |
| 3 | 2603 | 13.3% |
| 4 | 1266 | 6.5% |
| 5 | 785 | 4.0% |
| 6 | 479 | 2.4% |
| 7 | 272 | 1.4% |
| 8 | 190 | 1.0% |
| 9 | 146 | 0.7% |
| 10 | 103 | 0.5% |
| Other values (29) | 458 | 2.3% |
| (Missing) | 213 | 1.1% |
| Value | Count | Frequency (%) |
| 1 | 8071 | |
| 2 | 4997 | |
| 3 | 2603 | 13.3% |
| 4 | 1266 | 6.5% |
| 5 | 785 | 4.0% |
| 6 | 479 | 2.4% |
| 7 | 272 | 1.4% |
| 8 | 190 | 1.0% |
| 9 | 146 | 0.7% |
| 10 | 103 | 0.5% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 43 | 2 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 35 | 3 | |
| 34 | 2 | < 0.1% |
| 33 | 2 | < 0.1% |
| 32 | 2 | < 0.1% |
| 31 | 5 | |
| 30 | 2 | < 0.1% |
pdays
Real number (ℝ)
MISSING
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 237 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 961.22506 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 306.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 189.95584 |
|---|---|
| Coefficient of variation (CV) | 0.19761848 |
| Kurtosis | 21.33228 |
| Mean | 961.22506 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.8300784 |
| Sum | 18595860 |
| Variance | 36083.221 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 999 | 18610 | |
| 6 | 214 | 1.1% |
| 3 | 206 | 1.1% |
| 4 | 50 | 0.3% |
| 9 | 36 | 0.2% |
| 7 | 32 | 0.2% |
| 5 | 25 | 0.1% |
| 2 | 25 | 0.1% |
| 13 | 23 | 0.1% |
| 10 | 19 | 0.1% |
| Other values (15) | 106 | 0.5% |
| (Missing) | 237 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 8 | < 0.1% |
| 1 | 13 | 0.1% |
| 2 | 25 | 0.1% |
| 3 | 206 | |
| 4 | 50 | 0.3% |
| 5 | 25 | 0.1% |
| 6 | 214 | |
| 7 | 32 | 0.2% |
| 8 | 11 | 0.1% |
| 9 | 36 | 0.2% |
| Value | Count | Frequency (%) |
| 999 | 18610 | |
| 26 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 4 | < 0.1% |
| 17 | 5 | < 0.1% |
| 16 | 5 | < 0.1% |
| 15 | 11 | 0.1% |
previous
Real number (ℝ)
ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 187 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17952155 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 16665 |
| Zeros (%) | 85.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 306.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.50666636 |
|---|---|
| Coefficient of variation (CV) | 2.822315 |
| Kurtosis | 19.63805 |
| Mean | 0.17952155 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.7933634 |
| Sum | 3482 |
| Variance | 0.2567108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 16665 | |
| 1 | 2206 | 11.3% |
| 2 | 363 | 1.9% |
| 3 | 114 | 0.6% |
| 4 | 35 | 0.2% |
| 5 | 11 | 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| (Missing) | 187 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 16665 | |
| 1 | 2206 | 11.3% |
| 2 | 363 | 1.9% |
| 3 | 114 | 0.6% |
| 4 | 35 | 0.2% |
| 5 | 11 | 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 11 | 0.1% |
| 4 | 35 | 0.2% |
| 3 | 114 | 0.6% |
| 2 | 363 | 1.9% |
| 1 | 2206 | 11.3% |
| 0 | 16665 |
poutcome
Categorical
IMBALANCE MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 231 |
| Missing (%) | 1.2% |
| Memory size | 306.0 KiB |
| nonexistent | |
|---|---|
| failure | |
| success | 666 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.436751 |
| Min length | 7 |
Characters and Unicode
| Total characters | 201972 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 16627 | |
| failure | 2059 | 10.5% |
| success | 666 | 3.4% |
| (Missing) | 231 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nonexistent | 16627 | |
| failure | 2059 | 10.6% |
| success | 666 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 49881 | |
| e | 35979 | |
| t | 33254 | |
| i | 18686 | 9.3% |
| s | 18625 | 9.2% |
| x | 16627 | 8.2% |
| o | 16627 | 8.2% |
| u | 2725 | 1.3% |
| f | 2059 | 1.0% |
| a | 2059 | 1.0% |
| Other values (3) | 5450 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 201972 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 49881 | |
| e | 35979 | |
| t | 33254 | |
| i | 18686 | 9.3% |
| s | 18625 | 9.2% |
| x | 16627 | 8.2% |
| o | 16627 | 8.2% |
| u | 2725 | 1.3% |
| f | 2059 | 1.0% |
| a | 2059 | 1.0% |
| Other values (3) | 5450 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 201972 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 49881 | |
| e | 35979 | |
| t | 33254 | |
| i | 18686 | 9.3% |
| s | 18625 | 9.2% |
| x | 16627 | 8.2% |
| o | 16627 | 8.2% |
| u | 2725 | 1.3% |
| f | 2059 | 1.0% |
| a | 2059 | 1.0% |
| Other values (3) | 5450 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 201972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 49881 | |
| e | 35979 | |
| t | 33254 | |
| i | 18686 | 9.3% |
| s | 18625 | 9.2% |
| x | 16627 | 8.2% |
| o | 16627 | 8.2% |
| u | 2725 | 1.3% |
| f | 2059 | 1.0% |
| a | 2059 | 1.0% |
| Other values (3) | 5450 | 2.7% |
emp.var.rate
Real number (ℝ)
MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 205 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.063314067 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 8175 |
| Negative (%) | 41.7% |
| Memory size | 306.0 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.5798793 |
|---|---|
| Coefficient of variation (CV) | 24.953053 |
| Kurtosis | -1.0986502 |
| Mean | 0.063314067 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.70166552 |
| Sum | 1226.9 |
| Variance | 2.4960185 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1.4 | 7607 | |
| -1.8 | 4385 | |
| 1.1 | 3596 | |
| -0.1 | 1702 | 8.7% |
| -2.9 | 795 | 4.1% |
| -3.4 | 520 | 2.7% |
| -1.7 | 375 | 1.9% |
| -1.1 | 303 | 1.5% |
| -3 | 90 | 0.5% |
| -0.2 | 5 | < 0.1% |
| (Missing) | 205 | 1.0% |
| Value | Count | Frequency (%) |
| -3.4 | 520 | 2.7% |
| -3 | 90 | 0.5% |
| -2.9 | 795 | 4.1% |
| -1.8 | 4385 | |
| -1.7 | 375 | 1.9% |
| -1.1 | 303 | 1.5% |
| -0.2 | 5 | < 0.1% |
| -0.1 | 1702 | 8.7% |
| 1.1 | 3596 | |
| 1.4 | 7607 |
| Value | Count | Frequency (%) |
| 1.4 | 7607 | |
| 1.1 | 3596 | |
| -0.1 | 1702 | 8.7% |
| -0.2 | 5 | < 0.1% |
| -1.1 | 303 | 1.5% |
| -1.7 | 375 | 1.9% |
| -1.8 | 4385 | |
| -2.9 | 795 | 4.1% |
| -3 | 90 | 0.5% |
| -3.4 | 520 | 2.7% |
cons.price.idx
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 187 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.571933 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 306.0 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.649 |
| Q1 | 93.075 |
| median | 93.444 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.58301992 |
|---|---|
| Coefficient of variation (CV) | 0.0062307137 |
| Kurtosis | -0.8372412 |
| Mean | 93.571933 |
| Median Absolute Deviation (MAD) | 0.55 |
| Skewness | -0.22587736 |
| Sum | 1814921.2 |
| Variance | 0.33991223 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 93.994 | 3596 | |
| 93.918 | 3125 | |
| 92.893 | 2751 | |
| 93.444 | 2415 | |
| 94.465 | 2080 | |
| 93.2 | 1661 | |
| 93.075 | 1202 | 6.1% |
| 92.201 | 388 | 2.0% |
| 92.963 | 331 | 1.7% |
| 92.431 | 223 | 1.1% |
| Other values (16) | 1624 | |
| (Missing) | 187 | 1.0% |
| Value | Count | Frequency (%) |
| 92.201 | 388 | 2.0% |
| 92.379 | 121 | 0.6% |
| 92.431 | 223 | 1.1% |
| 92.469 | 79 | 0.4% |
| 92.649 | 177 | 0.9% |
| 92.713 | 91 | 0.5% |
| 92.756 | 5 | < 0.1% |
| 92.843 | 133 | 0.7% |
| 92.893 | 2751 | |
| 92.963 | 331 | 1.7% |
| Value | Count | Frequency (%) |
| 94.767 | 61 | 0.3% |
| 94.601 | 103 | 0.5% |
| 94.465 | 2080 | |
| 94.215 | 159 | 0.8% |
| 94.199 | 139 | 0.7% |
| 94.055 | 101 | 0.5% |
| 94.027 | 112 | 0.6% |
| 93.994 | 3596 | |
| 93.918 | 3125 | |
| 93.876 | 100 | 0.5% |
cons.conf.idx
Real number (ℝ)
MISSING
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 212 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.518146 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 19371 |
| Negative (%) | 98.9% |
| Memory size | 306.0 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.6646693 |
|---|---|
| Coefficient of variation (CV) | -0.11512544 |
| Kurtosis | -0.35606586 |
| Mean | -40.518146 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.31822053 |
| Sum | -784877 |
| Variance | 21.759139 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| -36.4 | 3599 | |
| -42.7 | 3122 | |
| -46.2 | 2747 | |
| -36.1 | 2406 | |
| -41.8 | 2078 | |
| -42 | 1668 | |
| -47.1 | 1199 | 6.1% |
| -31.4 | 388 | 2.0% |
| -40.8 | 325 | 1.7% |
| -26.9 | 220 | 1.1% |
| Other values (16) | 1619 | |
| (Missing) | 212 | 1.1% |
| Value | Count | Frequency (%) |
| -50.8 | 62 | 0.3% |
| -50 | 132 | 0.7% |
| -49.5 | 103 | 0.5% |
| -47.1 | 1199 | 6.1% |
| -46.2 | 2747 | |
| -45.9 | 5 | < 0.1% |
| -42.7 | 3122 | |
| -42 | 1668 | |
| -41.8 | 2078 | |
| -40.8 | 325 | 1.7% |
| Value | Count | Frequency (%) |
| -26.9 | 220 | 1.1% |
| -29.8 | 120 | 0.6% |
| -30.1 | 179 | 0.9% |
| -31.4 | 388 | 2.0% |
| -33 | 90 | 0.5% |
| -33.6 | 80 | 0.4% |
| -34.6 | 85 | 0.4% |
| -34.8 | 122 | 0.6% |
| -36.1 | 2406 | |
| -36.4 | 3599 |
euribor3m
Real number (ℝ)
MISSING
| Distinct | 302 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 210 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5981378 |
| Minimum | 0.634 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 306.0 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.781 |
| Q1 | 1.334 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.627 |
Descriptive statistics
| Standard deviation | 1.7446063 |
|---|---|
| Coefficient of variation (CV) | 0.48486366 |
| Kurtosis | -1.4492986 |
| Mean | 3.5981378 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.68021649 |
| Sum | 69706.724 |
| Variance | 3.0436511 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.857 | 1329 | 6.8% |
| 4.962 | 1208 | 6.2% |
| 4.963 | 1170 | 6.0% |
| 4.961 | 916 | 4.7% |
| 1.405 | 579 | 3.0% |
| 4.964 | 549 | 2.8% |
| 4.856 | 542 | 2.8% |
| 4.965 | 513 | 2.6% |
| 4.96 | 498 | 2.5% |
| 4.864 | 455 | 2.3% |
| Other values (292) | 11614 |
| Value | Count | Frequency (%) |
| 0.634 | 3 | < 0.1% |
| 0.635 | 22 | |
| 0.636 | 6 | < 0.1% |
| 0.637 | 3 | < 0.1% |
| 0.638 | 1 | < 0.1% |
| 0.639 | 10 | |
| 0.64 | 5 | < 0.1% |
| 0.642 | 20 | |
| 0.643 | 14 | |
| 0.644 | 15 |
| Value | Count | Frequency (%) |
| 5.045 | 1 | < 0.1% |
| 5 | 6 | < 0.1% |
| 4.97 | 75 | 0.4% |
| 4.968 | 454 | 2.3% |
| 4.967 | 301 | 1.5% |
| 4.966 | 287 | 1.5% |
| 4.965 | 513 | |
| 4.964 | 549 | |
| 4.963 | 1170 | |
| 4.962 | 1208 |
nr.employed
Real number (ℝ)
MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 241 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5166.241 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 306.0 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5008.7 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.662371 |
|---|---|
| Coefficient of variation (CV) | 0.014064843 |
| Kurtosis | -0.063106789 |
| Mean | 5166.241 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.0201209 |
| Sum | 99925434 |
| Variance | 5279.8201 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 5228.1 | 7592 | |
| 5099.1 | 4077 | |
| 5191 | 3599 | |
| 5195.8 | 1693 | 8.6% |
| 5076.2 | 790 | 4.0% |
| 5017.5 | 520 | 2.7% |
| 4991.6 | 367 | 1.9% |
| 4963.6 | 305 | 1.6% |
| 5008.7 | 303 | 1.5% |
| 5023.5 | 91 | 0.5% |
| (Missing) | 241 | 1.2% |
| Value | Count | Frequency (%) |
| 4963.6 | 305 | 1.6% |
| 4991.6 | 367 | 1.9% |
| 5008.7 | 303 | 1.5% |
| 5017.5 | 520 | 2.7% |
| 5023.5 | 91 | 0.5% |
| 5076.2 | 790 | 4.0% |
| 5099.1 | 4077 | |
| 5176.3 | 5 | < 0.1% |
| 5191 | 3599 | |
| 5195.8 | 1693 |
| Value | Count | Frequency (%) |
| 5228.1 | 7592 | |
| 5195.8 | 1693 | 8.6% |
| 5191 | 3599 | |
| 5176.3 | 5 | < 0.1% |
| 5099.1 | 4077 | |
| 5076.2 | 790 | 4.0% |
| 5023.5 | 91 | 0.5% |
| 5017.5 | 520 | 2.7% |
| 5008.7 | 303 | 1.5% |
| 4991.6 | 367 | 1.9% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 180 |
| Missing (%) | 0.9% |
| Memory size | 191.2 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 180 |
| Value | Count | Frequency (%) |
| False | 17138 | |
| True | 2265 | 11.6% |
| (Missing) | 180 | 0.9% |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14390 | 29.0 | entrepreneur | single | basic.9y | no | no | no | cellular | jul | mon | 3.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no |
| 33550 | 31.0 | technician | married | professional.course | no | yes | no | cellular | may | tue | 4.0 | 999.0 | 0.0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.291 | 5099.1 | no |
| 22857 | 56.0 | admin. | married | unknown | no | yes | no | cellular | aug | mon | 2.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.965 | 5228.1 | no |
| 10695 | 47.0 | technician | NaN | professional.course | no | yes | no | telephone | jun | tue | 6.0 | 999.0 | 0.0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.961 | 5228.1 | no |
| 30042 | 30.0 | student | single | unknown | no | yes | no | cellular | apr | wed | 1.0 | 999.0 | 0.0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.405 | 5099.1 | no |
| 25896 | 29.0 | technician | single | professional.course | no | yes | no | cellular | nov | wed | 3.0 | 999.0 | 0.0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.120 | NaN | no |
| 8984 | 50.0 | technician | married | professional.course | no | no | no | telephone | jun | thu | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 94.465 | -41.8 | NaN | 5228.1 | no |
| 2458 | 28.0 | admin. | married | university.degree | no | unknown | unknown | telephone | may | tue | 2.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.856 | 5191.0 | no |
| 22787 | 60.0 | blue-collar | married | unknown | no | no | no | cellular | aug | mon | 3.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.965 | 5228.1 | no |
| 31740 | 26.0 | blue-collar | single | basic.4y | no | no | yes | cellular | may | thu | 1.0 | 999.0 | 1.0 | failure | -1.8 | 92.893 | -46.2 | 1.327 | 5099.1 | no |
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 30578 | 35.0 | housemaid | single | university.degree | no | no | yes | cellular | may | mon | 4.0 | 999.0 | 0.0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.354 | 5099.1 | no |
| 34307 | 26.0 | management | married | university.degree | no | no | no | cellular | may | NaN | 4.0 | 999.0 | 0.0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.266 | 5099.1 | no |
| 24637 | 35.0 | NaN | married | university.degree | no | yes | no | cellular | nov | mon | 2.0 | 999.0 | 0.0 | nonexistent | -0.1 | NaN | -42.0 | 4.191 | NaN | no |
| 25933 | 30.0 | technician | married | high.school | no | no | no | cellular | nov | wed | 2.0 | 999.0 | 0.0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.120 | 5195.8 | no |
| 39261 | 80.0 | retired | married | basic.4y | no | no | no | cellular | mar | fri | 3.0 | 6.0 | 4.0 | success | -1.8 | 93.369 | -34.8 | 0.649 | 5008.7 | yes |
| 38863 | 35.0 | management | married | university.degree | NaN | no | no | telephone | nov | mon | 1.0 | 7.0 | 3.0 | failure | -3.4 | 92.649 | -30.1 | 0.714 | 5017.5 | no |
| 35732 | 24.0 | blue-collar | single | basic.9y | NaN | yes | no | cellular | may | mon | 3.0 | 999.0 | 0.0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.244 | 5099.1 | no |
| 27991 | 29.0 | admin. | single | university.degree | no | yes | no | cellular | apr | wed | 1.0 | 5.0 | 2.0 | success | -1.8 | 93.075 | -47.1 | 1.498 | 5099.1 | no |
| 38878 | 77.0 | retired | divorced | NaN | no | yes | no | cellular | nov | mon | 2.0 | 999.0 | 1.0 | failure | -3.4 | 92.649 | -30.1 | 0.714 | 5017.5 | yes |
| 28800 | 45.0 | entrepreneur | married | university.degree | no | yes | no | cellular | apr | thu | 2.0 | 999.0 | 0.0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.410 | 5099.1 | no |